{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         DATE  VALUE\n",
      "0  1948-01-01    3.4\n",
      "1  1948-02-01    3.8\n",
      "2  1948-03-01    4.0\n",
      "3  1948-04-01    3.9\n",
      "4  1948-05-01    3.5\n",
      "5  1948-06-01    3.6\n",
      "6  1948-07-01    3.6\n",
      "7  1948-08-01    3.9\n",
      "8  1948-09-01    3.8\n",
      "9  1948-10-01    3.7\n",
      "10 1948-11-01    3.8\n",
      "11 1948-12-01    4.0\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "unrate = pd.read_csv('unrate.csv')\n",
    "unrate['DATE'] = pd.to_datetime(unrate['DATE'])\n",
    "print(unrate.head(12))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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OdxnY6tbzXQrrNscx9pZAsuBrBvxC32f08Wj/54+2nvNurtMZwJ10Z3xuBn56\n5Ln3A381q/55dL+1PUgX1n5tjmP+Ml3YexD4DN1v/M3nupjXDbhjju+tbcBvt57rYl2zOY6/1wWS\nodaN75z5faCvOZv+M/N25uGH60mSpOYW7R4SSZL0xGEgkSRJzRlIJElScwYSSZLUnIFEkiQ1ZyCR\nJEnNGUgkSVJzBhJJktScgUSSJDVnIJEkSc0ZSCRJUnP/Hww/6iVtYgz2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e2665379e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "#%matplotlib inline\n",
    "#Using the different pyplot functions, we can create, customize, and display a plot. For example, we can use 2 functions to :\n",
    "plt.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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7TrdrCpEpo37ffXDOOV7xNkm++MKTkR9+8GREF5OlRxX68zB7NkybBmeeGXck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\nkiRJ0nb+BxDr9/03HWF8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e2675d4d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "first_twelve = unrate[0:12]\n",
    "plt.plot(first_twelve['DATE'], first_twelve['VALUE'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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447EjiUenuogqreR5fWUy8MknviaBSGzV1T6Fu0OHle/brBnceCMcc4z/jBrV9PFJegwb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\nFVRQQQUVFIX+H63LbklQt+caAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e2660dfb38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#While the y-axis looks fine, the x-axis tick labels are too close together and are unreadable\n",
    "#We can rotate the x-axis tick labels by 90 degrees so they don't overlap\n",
    "#We can specify degrees of rotation using a float or integer value.\n",
    "plt.plot(first_twelve['DATE'], first_twelve['VALUE'])\n",
    "plt.xticks(rotation=45)\n",
    "#print help(plt.xticks)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ely76JnrPPbr3k6ne66/D1VdrcnbeeUFHE4xsRjj+ibapzgLaAs+I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\nO5iWhlhX2AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x788c0b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#xlabel(): accepts a string value, which gets set as the x-axis label.\n",
    "#ylabel(): accepts a string value, which is set as the y-axis label.\n",
    "#title(): accepts a string value, which is set as the plot title.\n",
    "\n",
    "plt.plot(first_twelve['DATE'], first_twelve['VALUE'])\n",
    "plt.xticks(rotation=90)\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Unemployment Rate')\n",
    "plt.title('Monthly Unemployment Trends, 1948')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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